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By contrast, newly minted MDs are nowhere close to functioning at the level of established physicians; most have never written an unsupervised order and never performed an unsupervised procedure, let alone directed others in such an effort.
The parameters of the noise model can be measured on a single image by means of an original unsupervised procedure relying on a bivariate linear regression of local mean and variance.
An artificial neural network could be used in the future to detect this problem and, in this way, reach a more unsupervised procedure to avoid the aggregator needing a minimum level of experience with modelling and some knowledge of the integral transform tools to evaluate the inconsistency of the results.
This unsupervised procedure identified several interesting patterns, with experimental manipulations clustering within two distinct groups (I and II).
Importantly, this unsupervised procedure accurately distinguished between known anxiogenic and anxiolytic treatments (Fig. 3) based on a global analysis of zebrafish phenotypes.
However, a procedure performed without a supervisor directly in the room is considered an unsupervised procedure.
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A multi-date segmentation is obtained by grouping pixels with similar land cover change trajectories which are then classified by unsupervised procedures.
Unsupervised procedures on the other hand are used in absence of samples or previous information on the ground.
Some unsupervised procedures promptly give as output a map of the change that must then be interpreted assigning a threshold, in order to differentiate the significant change from the pixels which are unchanged.
The research brings further understanding to the use of both unsupervised procedures and the methodology can be used as a fast semi-automatic preliminary step for more accurate change detection studies.
Unsupervised procedures declined from 192 procedures before implementation to 105 after implementation (p < 0.001), but junior registrars still performed half of the operations.
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